{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import csv\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "from utils import preprocess_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "BASE_CSV_PATH = u'data'\n",
    "BASE_IMG_PATH = u'data/img'\n",
    "BIAS = 10.0\n",
    "IMAGE_DIM = (320, 70)  # (240, 135)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(u'{}/training_data.csv'.format(BASE_CSV_PATH)) as csvfile:\n",
    "    lines = csvfile.readlines()[2190:2191]\n",
    "    reader = csv.reader(lines, delimiter=',')\n",
    "    for line in reader:\n",
    "        img_id = line[0]\n",
    "        img_path = u'{}/center-{}.jpg'.format(BASE_IMG_PATH, img_id)\n",
    "        img_orig = mpimg.imread(img_path)\n",
    "        image = preprocess_image(cv2.imread(img_path), crop=True)\n",
    "        img_final = image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3c667eeda0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_orig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3c667543c8>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HIo+udeCWsVwtEZnxzB2HMcocCSFgCirM1XJTnsclEBDRDwHjMGA7Rmx3Pfq+P9ifh8oXKtCZGWMMotEdQMyycCIDrskDHvSvwMVEUAdloAGo5pRFG706pXhm/iPGpJmFjhBHXppU3otDL5lzgSP6fkKYIoZhwDAOGIcR290O4zig70fstrskiAf0ux2GccTQ9xjHKUcaTFPIZhu4mvTW3UqxoMtDRhUfXhQHEfcBjq2ezMEIhEd5pp3kirb0rwo6qXuE9x5t06JphBo4ORZe+8bJEU5OTrBc/brUYRqx3VwAGHD34w8MHVX8IJwXW/mu7bosuAARaCo8pylRQ8mOtU6wmdJL/dQ0Ddq2RQgBFxcXWZDMjRVKFp0iN977PzNjt9vh6HiFaZxgQdS8P0s/ptECgIzQAbESlJ4hIux2u9mY1crbjlUBIdIv9r6maTLdFAJjmnrsdj3u39NnCC3QNE2misIUsqV66/gEf+u3fhO3b99E23Yg4kJfIWRrpdTt8Pyq55T9rNE3BSzsX4MExOYWDBWBrl9HpSdFoM8CLGbPdRnlJ2704BpQEKTFKuxDdbXPqZ9HYLQOWFD5Rv8mmw7sALcg8LoFoQU7AHQC5xz+4B/tvepg+WIROgHkCSFEUBQB60l46YgS8qYT0iUk5jzlyA/KyFmcCyFGxBAxThPGcczURN/32A09hoSIh37EbrfL2q4fRux2gzh6xhHjNM0maF1ENjtxtCTahrK8TuFc2kj9MfsGkh5RwcFA2QKgD6lm54E6AFejn/qafQGd2kBmIqmpGjnXgxJtIlUwEUNEaBqPtm3RNg3W6yWOjo5wfLLGcrFA17VoGnlJSIJqHAfstqfYbRMmcS47eXPUUZSJzJExhRG+keePiY7w3icKqghYHadM81AtvCn7adTIIUAQddtmf4K20RYVkJk6Sc8Qpxhnxab18DuH9dEaF+eb1J+U+XoRCDmuCjWNpaXv+/xd13VYrVbY7XZZ8dgQzfIsHaPyTn2vpX1UKQLICsQ3An6YBR4N4wQYek7jxoZpwI63uLg4BxDhHaHtWqnjYoHFYommbdC1TYoKCWAUX8EUJvH5JLBlm20FrSpo+5tQDsn5HsVXtFe46ksqP7gsWCuFnC7M7zdjIm1P2N2Ms/6erVc2vrdyQVmz+dnybk9ejFkiAamZzgWyP0ppopAi2CD/B/bX8sPKdXKu63Jdrst1+StSvlCE7sjhZH0CEKWIFAkPm8aCrne7bXZQ9f0gNMcwot/1grCHHv2uRz8MGKYR4zgmsztxz1xQV83ZHaYrgAowHSyivTXOOH03v2L+1/wYUNBiudyEOcweNDfxajR3iIesf9+PkeeMWB387FopglgcXOKnCd2ixXKxxNFaeNajoyMsFp1YTEQASVhXGHvEaYch9FAXZI7bdg7kafY+ctlvKW92DuCIxWKRI036vgfHiJAoFap4aa13BBcEGMIMZSmlgIQAb9++he12i/Pz89l8yHMi+1ZiRla555QOMGhJn7Hd9Fg9vsCNGyd4cHoPBA9xrMW9sSCam/BC9fBs/Id+mDlzV6tV5tiHYcg+lmJdaV1LvayFcaiMg1BPTeNz+9UvEDSEDwp4JayPmWStTiM2lwNO6XJmwQGAb4Cua/JYdt0Ci26J1jepL0v0lvLFMRbqJs+Rmq4gQkgWm86Dcj1M9Mu8yHWFUrHPt5/199qxO6eRaK9vI83ndj0/c901KMJYvvZ3Iso0MxFlOWEkxCOXL1Sg339whn/0j/9ncQD2A6ZpRJiihA+mRcUzgWZ5x32zI6Ie+DJpbDkUuTD/ff/6q/hTfc5V5WFOytm7r+DIH3YPVRPoqmJNRbmv3O88Mo+sAnS5XGK1XODkaI31aoVu0aBtG/jGwyUTehwnxDAi8IRJN3ekOFnlQOeO13mdJbrDgRyj6yQKQzckxSAmtxVkbduKcAGyQLcOR2YGHGUetmlb6K4/3STCCLhz5w5OTx/gwYMHmUOveU67wOf9RvkdRIQ4hSrChAGKOH1widuP3cBjjz2Gs7NLiUs3tIzth/qdxReBGfWgf5VP13YvlkJ5aF8Ng1CIHIt5bud5LSit4JKNTHM+HpB9G4DQPxIvL3QNRw31LEpgzlFLpNZ2O2KzGRDCGcBC4Mj8oDy2umdA5kKb4sILVaRRQtqH+j7bp1o0iELLnDu3a5ZzHx3i7B8OoNyMvjkkSx421of+aiGllhiGKrIU0aOXL1SgD0OP995/P2shnRzWk0wzHJs3TqNeboLCymLQL2db4c1zcaUwnwvp2glCVDzRBRXx3kR4lDKbaLCDpShtzgfOr3El8iVfoty3+CA0IsM5h7Zp0DQtuk5C2bqlIKeT9RLH6xXarkXbtKbtDI4TphDAHDGNA6YR8BomCsobZshEWSAWn4NaSNZAEBQKdMsFFosOiCK4z07PU58g32sRTtTQLjPBa8tDrpO+k30JEqsPF+Gdw1NPP49P795F348Az1GZLqoaVRXuO4USRjPHTF2zUAvy/wcPTvHyy89ju+3R70YAElpr62wdiBqlYxe5CoSaB/fe5zHqU4TUarkEANy4cQscIzabXQmDRMw7ebV/r0KP1veQ35suGfoxCxtyDm3ns4AniG/DKgVB0hqiW6y/CEH3GnzfjwG43MmcY6S+Yrg0rxaLhQj6xqPtOnSLBXwrexo8ARyC7K4NMVlyKSAh+xsIunqItF3FZyV9XbznRMk1acx13aCk94nzVuePxpar0JX3FfkQ0+fSPplX8xVdSlEAso6ruXjgjqvKF+sU5YIei6mL/BlgfI6QSyAJsWIeYz4p9XvS2OOrHVP7VIwKqbkg13tnIXF1reziyM8quyvnCEInRU3VzLO0EHSXm3zvnUPXSO6Prlug7TosFkt0rcdysZCt3OsGi65D23i0Xh1j4kDmGJLgKQs7/986jVxBvD4hT2UomDmjZ5JVgWW3wDIJm81mIzQBQSKHhgE8xSwgVUirYLPIxeX5wbNIDr0vCxH9TnfeeoeTk2Ocn5/jvXffk37XTVkHrC2rjIC5OZ/Hlucmta2H7oeIgfHmm2/jxg3Z8DMOY5pu+5aefZ9VZIeus9dq/WKIOD+XTWF0sZn1iYRDLrHb7RDiVIQZO5QYa55FluRNV/l9+xYtp6ADsDoO3fz3NK8Xi4UowzhmR7bEcEvMt/Zn0tYz53iM4jwdxy2ALZDmvCoH7x0WTZsQfpsc8Q3aVtIrLJZNfp9QORp5Npk2Uv5+DrBEoKvlNxt/vcJ8dERld3hSctKdhy096R9pvDw3z1yURZ9CtE2EzsOi0w6VLzZsEfsI+ND/P9czr0DdzNbjy9Xfq9932Ox6+LserW4M+7EWKOVFyhMK99s0MkRN47FYdIkqadB1C6yXLdarNZZL2UzStq0skGSuTtOEMI4YpgmTVxPT7YW3yftKHLXkMSkTTpSI3W1buESJeFmjaT2YJ+x2Pc5SnhHbtBBC0gLIVpg1o68SeFbo22IFM7Ns0b51+wRPPnkH7733YdrBCdm9afq8RqW1gK8VtQrJQxbZTAlSiST5xje+gjfeeBObzRY6C7MCNM/JApH2zfRDbf8sSkvfv90G3LhxA23bIMYJ2+0G2+2IEKY8fuM4zvpCrVub02RPsQTzbiqo3tZ7t9uhaRp0yd9CJLRHCAF9SgkxDgH1uqlDBAWtJuuFBVRME6Te2wnMGxDJbnFd1o4o+QbaQit2yNSOxu+r9SVCPkqocSwClNOGx5oamfW9bBOVz07X7WE6pgAmw8mnHe2cFAUZvwVVAfaHQONV5QveWFQmwMME4SH646cpWVx9zsfUPOkhNL+H4qrf5+gucZPGeo8p74R3Hr7xaJsGbdOgS9x22/qU22MBAFitlliulli0Hsuuzc+fQkCYJsRpwm4siFtNNVcJI411tsjQcqs1IshCEARv+OSjo6OcxW+32+HycgI5Slvby/1EJEJVn+PKuw8pdCt09bPN0KhtsKGLDMZjj9/Eer3GX/zFG5jGNC4GVdfvrIXjw8CFpUYO3WMX8OXFDj/84Y/x0kvP4Y033sZuO6b3+b02ys2ajK1WEKWfHM0tjFq5FQs1/Y2EB/fP4AjwnnC0PsLREyeIMWC367HbTmZOJOtVt8pjX5iUeiul5kpuk6pu2q/9boQckyAWrnMOTSvtXK8XqV/THJ4CxqHE5RfrS3cuA8iBwZTmUllXWgIDYYzYDbu82RBON4gBjfOyk7txaFoR+IvOoU3U5KJpJVADkg0zhAjmlJfI8PjMaccqQ/pssog+zMauni/lO+XbTfgyMJv7dgwetfzUJxb9NKVpWz659fhnX/g5y2cpgENC2dyNfYkv3zGrRj1MzzxKR1PSwL5p0PkmO4TaxmXHZNO2WC4WWK1aoUqWC7Rd2REHIG/tD1NCuQdQWl0fK7Brjtr+BcqmlIx4XUlmVcdsq/PO8rz6HoIkrtLrr+ojrdOMZjmAxPU5yiXnejCycvDeg6ECXtIr6HP1/fWzrdK2v9nY7atQegglMsNSF/obc5S9E45kvKTFs/bUysAiu0MKw/6zFIleP+sbqEKLAiJIuFlGoV8ix4QGNca++CisUreKbC8e/oACqMdtbnkkH4FSC6TRUB6UUmuoH2BmqTgCoLuTxcKw9arfOesD3TMC0VlElHaRJ8EakZE6kSTJ8rrfom3RdtKvbduhbRsAqrRK3L84cCXSzvpB6jVi11QZP6Q+0Oi5/XnhnMPv/4P/9o+Z+TtXdnYqXzBC3xeGn0c4XvnMPX41fY/54mAuaWH1Guu4yDxZtuKs6ZTUsdwk/0sqWtIGSFe2bSNmX5oQXdOg8Ul4Nx7L5QKr5QpHR8I1t20D55A3Y4RpwjTsMA4H+oQL56htrbnlfGklJPKOyIzy5uhVNplI/6xWK3SLDo4kv/bl5eUMbdScq767jpqw9bP/VwGqf60wOoRArcBK3Q9QxBNPPIFuscBHH36MaVIqSIUFzZ5nlZldKBpNYZ+vAjwj5MpZq9ywfYZ9H7NDmBjtqsXLLz4LAPjggw+x2fXis01hJLaddnenraf9XSmDEEKOULJWlVpM9t4QU0ZPIsjrGNl2JckseLRao207DMOIzeXGOP+SoiXJRuQ0rUJFHx4SrjNhnteRy8/jtHYYSMnVpr21apVB2y7QJAonhohxHDBVCoWgIYy2/hbssEweJsSgioHRtLpTVhJsTWNEP+wQ4wYF7HG2TiTxmkPbNWmzWiO7pbsWK99ki4XTXMl/mXMiM41a5gNjjUpufR4e/Qt3iub/HtCsj/SICvUxpxSXWUID4BSLTAeeqw4fUyfzNGi0if1dOM6SQ8S3Pu2Qa9E1ws01SSCoKbdaeixXKxytV1guFhICmMzAEALGqcc4bjGOijqKwFCBIvOxmLsEn2t2SOjVzjOLFmaGCKWdt8nsW607LJcreC/pF4ZBeHB5p0wRpT1qftBy77W5eIjztdEd+rluzyEkkxckgEXr8fIrL2LX93jn3fcwTgEcKaNoFbTadiv0rhI6au43TSO7VpNyKo69uYCp6anaHwEQhn7EvU8/AQD8yi9/E6/98Mc4PTtDCBHONTNl0DRNfqdGqNhnE1HO+2Lfp78psrV9noU69n0V+m+aAvrdBOcJ6/UKT9x5DLoTehxHnJ2eI06MxqVoFR0PnudeYU4hx4p7qq0QEoHl9EMZV4hQbpq5ErFt4MgY+hEDRjgX0XUNVqsFyLezORdjRN/3OQsm1AqY1U+sEbUIIiCOeshBKvJyAuBALqXVzm0QayaEgDEEbPsR4rxVpZaiX1LAQtt6tG2HReL0fdfk/FJlGiq1U8I1NbWytunzsCi/MIT+83hG/guV40bTGRk/v/fq5+qC0ERGmmOj7To0nuBTVEnjHLpFh8Wiw3q1xHq9Rteq81L+Egfht0PArr8AeiThaMPlFJnup6m1Ez7XLacLPcy11fdbSkH7q+sarNZLyRuebt/tdrg4v8A4FopJIh0IRGVC79EewIz3LO0q19trbQ4WSx+UsZkLzZr2uH1bIkiefeYO3n3nfdy9dw/ivPWQiEoRKLowLILWfqjRJHMK9zTWipj2c5SvylYFpjW3tagSVYcjANy9Jw5i96Mf41tf/wpeff3jhVgOAAAgAElEQVSHOD3dJKdcmLUz922c1y8jZadJ6PYpG627/X/dl7aPa8VLIGwud7i82EK3tCyWC9y+9Ri6VsbtwdkFLjVtglrBxvqT0NbDMfAAEKpNPloO0U71b1pCJOyGiH4c4Gieotc5sYRXKUe+lJiykA4YhmmvX7Nycy63G1QU6lVWry2lfgTZgAVsxwHbDYP5Mm850XzoTVOCHcR/lnxmC8mHr/JHzihwe+97WPnCo1z0P5RMmP260qE7CgCfgXEROmwokoJC9Vo2fwnsinBpvEfrxRnZtC18okvISS7r1nssuwbLpYQBrlZLLJdLpMyuEho1BozTmDd4DEOfJkuqhnMAl7hti6LKZz8ThjNOWkFDLYSqiWWFYV7UCZmvlyscHx3l+m0uNzh9cJ77eoayWO2TtAjD3HmqyLDejeicHEBgdz5myiOZ15IKNM7qlkedhE4KU5j1jRyG4fDKKy9mgff9V1/HNAZE1nrZehdLp3a8KsIV/njf0rB9VyN5/TtN00wx1JTSvgUp///47n3E+GN86Usv4/XXfoSLi+1srC0NlMcvxEwbqtUGt8/5H543RUFY2knvzWOzV2dBpwDQ7yZ8MtwHsyiekxs38GTKSb/dbnB5eQmlDw4pkoftWJ3Puf0+r0v+jUu/qADRNzCA3VbWXxEschBFt+iwXq9TX4lMkI1tEksvQFxDngtVoxy8rfNenWa/q0XskA/HSdfqgTTDFCQWP9+zhYRaSr2c12idRmRUotcepfxiEHpCRQTMTEv5/XB4WoHWlNF4+mH+NwlB5xy8d2gaoUkEbbdoUsyq9w7OOzgvoXciuCUx0vFqgeVqhbbxCCzhTWGSU3C228v8LnF4OnC1aaXehXbVRJC5E/VJM/7TkQNXhytYGqJ+pr0m14UkCmEYBnyy2cwtmKqPZ6iZ54t8Vvd8tB4lzt2lEEHOTkqdxDl6QzejUDF1rVmp7whRFl+tKFzj8OHHH2ObTv/h6BKqnPfDoZBD/Tz7x/uO2Kv6xQo8iyDrxFcWaccQy9GBRljdvXeKTf8aum4J54e99K/2meM4phOAkDcv7XY7tF2bOFxZuuM0zlCy3Uavz6v/WqVhKa9CGxThHkyo2L1P74PoAYgIbSf+oL6XBHd2HOu9Jlf1rS2HULkdx701FGslhEy1ApR/J/IIQfLJbzab3BYiksiWhQQhqG9E6JrDc7924tu66e/6nbVUZ2014wAgH44CUKF8QBjHgHHczzL5WeUXItDnAvmzr7/qs8RqN/BGo3nfoGmbJMgpOZLk72KxwHqVwgCXS6xWSxytl/BOTHY913EYJ1xuLpLjoqJAqCAYMX3nQsQu+noi1iZ8jVBs+yIXs9aWOXfOe+ahPs/7dIJRCIJ6DyBqW2rKQTcUqSMuCzZvhH9SQmpJWNNT22JpFTvuagPUfDnxHHU654S62o4AN+m7fWFt+6amWg4twFrA1UX7MtM+DETEfBZlfS1QLICyy3BfaF1sdnDbEY487JmR2lZbJ3Vy+s6XMU3t1K3/WXgoWj2g6JummWWrtL8PwzCjtq4StDW1wUOQnDsM2KgiO78f9Zl1NJb9zvZ1baEeKuqjsfdIFFSK8EHChgyMI2McLw4AJbG+JfR3f57ZNb7v5ynlEMg71KaHKa7PWz5ToBPRCwD+ewBPSTfgu8z8+0T0HwH4NwB8ki79+ywnGD2kcD4lZ17pOc1SOka5z6Y4JDuPpm0zXSLCWj3PIsy7rpODgtOxXYtFI2jcFeEyTRPCFHBxsbmiA0udasRhJW3tKDw06Bpip9fPJibKRg57v5ra5bOgee8op1h1jrDbbbHdDYhRaIzMZxJlJB25EubezSkHVuWU6mWAj/LRFuVZwaPtyCfHm7HNeSlQvi9CnpGjAYJsx03bl9C1Hrcfu4ntbsDF+QaSX7f0O4Nmwjoqsq9i3O01elqQNIvSAdGFd7bjp4JUf7fC6lBUizqM4XTrdurTal4RCBTF8go84dbtEzgOOL/YgUEglw++mtXb+in0fdr3GkLZOAfvPBpHmHxRinJZTKmqEwXjiuBq2/ZKC8UqkTpKSMGOS8rf3qPv1sgPR8Cu3+VzWpll05dzZYeoRonJ+QXz8dNx0TbnusBu9QeIkxInS7PmwSjXERRdZLpzJpxJz9g10SjV+rZzJkcmRQalegu9omuMwJCwTTkspThbSz3noORQux+lPApCnwD8e8z8J0R0AuCPieh/S7/9l8z8nz/y23hfuxIxnEu5z1Uo592RxbxUlO2cR+ObdJhCK4ml1uKcXK6WWDTJfA+J3x4HbLf93kGrZQD3aRGL4vQ3LXZBz9sx17KA4RArHnwmQKqIBn2HRKDI2aUAsF6tEg3UYpwmbDYbXF5sxUIgyo9gcHacwSgUrWOMMZvwMzPXKtVkumZha+4FyiYLG+HCLJstnHM5kihWqM0WRficzvhUIXC0PsJLz9/Bbprw4PQs9aMI8xph2ndHRPBUwg1rtJOjVSJnx52lT2y97KYlixQtQlUH8V4kEZBDWu37hYpKShYEICD0G3zt61/D2fk53nzrHYRRF35qR4j5Pdbha/sgW1YA5DhymS/qgM7oF4W1LApKalvTeIcQZ+6PdCC2XQNWIGbaSUP1+oCj4wWevv0EGidc8HazwcX5BbbjKD6r5EwERCiqn6tWXjVY0gPiMy7RuqdTympLoQYhOi9sGw/NL73XWn22H/u+l92xbYNFK4BTDouPcj7DbocQJiD5kYga88752vpZUfpnCnRm/gDAB+n/50T05wCe+2le5rzDyY2TnLZTULeDdyQ7GqFxngkVeI+ubbFYiGNytVphtWqxWkpifU/pdPdJuK/L8zOc5cXv8mEYDg56rmc+IEM1NmE28PUkOFRUGJk+Kr9hLuTnAyQcJWCQvdwEQGJenCMslgss1y0W3TJP1t3lBmcP7mMYQ853I7JcncKcHY6UBKTmLqMMSebm3lUmsQqdpBYOKi5gHlVRkkHN+04jPyyNkpscUhpYkk04d558DC88/zTufXIPb73zLiJkk1Dt3LQo0D63FtC1SawvDjHMxtqWYkHEjOotMqxTvc76wkhNtYBmQtE4jAGH813Aq6+/gV/+pa/il1YrvP7a27gY5LCLaRoBCB9vszDWY1ZAAxWLJ6NzV+aC8fNEM0+0vw7N+xqN2jro9bW1oP1UlD1wcd7j/LyHT06Do9USjz/xONpODto+OzvHZruV0Ev4zH+XfrYWhImmycfHaT2RwEiW8EnZGzCQwhmtdap1ho4zUcn0mce+HD6vt+maBsSZvxkDdiCAtgBFOC+Jxm6cHGfql4kxTRH9VoIoxmHEFKZ02HyehKXt1Tz7rPK5dooS0csA/i8A3wbw7wL41wGcAfh/ISj+/sPuPz4+4V/+lb+GGCVkSxZcSae5XAjiPlqvAQDLlLskckCIIec+nyfbASRR0FxQ7SHQRzBb9L7auQbgoc865M236Gi/jwlMiiIZq67D0dERVqsliAj90OP84gy7rZwynp44E1gPE0ZKodg21bxvHdZmn1VzfPV7DkVz1IJV/ypdk+PPoRZL2XG37CSu/OTkCG+8/RbufXqOGA4LL1tfFbBaZ3vdoRDLQ2099Lt+V8eJlzjhOaKtaZlDc80qCmvZAMBq2eHXfvVboMD43ms/Sjlg9FShinqrPkulkQ8SFpCgfSIn5ThyaSt7yECqRpuH+ssKcttmWw9bDq25Q8hfi6MphUbextHREQjAxcUFTk9P0fcDokkApo563SkqL9h33sv1BXAdkm+UjhoTi22utA5ZJfY5VwG+GjzMrsm7VSWe33uP5UIS2C2XS3jvENN4hGlCv5VzH6ZJImPAjD/4n/7wkXaKPrJAJ6JjAP8ngP+Emf+AiJ4CcBeiRP5jAM8w8987cN/vAvhdAFitlr/xO7/zt+GcQ9eJ8F52HZomJYuaekzJ0wwgHT0mfBuqxT3vUDfLh2HN5dqcqTu8Fv5XCsmq1Kacae/s2bPfnFgPbdvieC2HRrRti74fcHF5gYvLbUIGlGiLqxeMXSj1pKtjjg/V55BgKxMQGbkcur5GatZstU4p6/C0zq4YI3wj/O6NGyf4ypeex2434K233sHldkDjPfphBLici+mdzykF7BjY91oBpJ/tVvI6pC4rGUN7WeGsCF3rbZF6Peb1nFD0WtfVCmMVsJEZq+UCv/6rX0fbtPjBqz/C6dkGkebK87OUhhbntS4OhP3kXnY87Zypn13zuXpfrZBqwV//fqgwc4lLB9AkRXNyY43bt29isVhg2I24f/8+zi8uMShNGIF8UAjN65fHdyb0sYf4KYFxZhaLoOrfq+r70xRmBrnUrwI95d2wa43BibdvmwbLxQKLxUI2IUEAw3e/+w8fSaDvu/cPFCJqAfyPAP4hM/9BquhHzBxYOIT/CsDfuKJB32Xm7zDzd7que6ROuC7X5bpcl+vy+cujRLkQgP8awJ8z839hvn+GhV8HgH8ZwPc/61mLrsULz9+RE8jHiGEccX5xhhCmFN9suDAATE4iXA4E98+QetLIzklsuXK5ag7XKERL/fkQlVAjXKnfHJkcMrUIwtc5yG6w1WqF9dES3aIFM2O3GXD37n3xAbBxXJoTya9CYvJ8KiCkQo62TYoMtH32eovW7Od6Y5Cizczl0j41ccjUPMQ5hzjBk4cn4Jln7uC555/B3btneOutnyBGACwxuPISRgwBDOSoFC1KD0zTtIfOnXPJ8ulzOoDcdicIiTQaiAv3Dwj9p8j+UHSPWiSHkP6sD4FZZE1NPRAR2rZN9XfY7Xr86fdex698++v45re+itdefxP3H5wCLsLJ8e8HnXqH+oSTlSfTak4HWr+AfC1jO4UAR25mfVgrV+qd4uLjpBMv0WjzHb0S9aN+FS58dLY45W/jmpTbJCIwIU4R9+6f4979s0RLdLh16xaefOppxDjh/OwMd++fYtcPeQ0Iauf0PCeyI+ecMZy57GaUuRqTQ9hE09RrSttf/7+2PKSPkl+HhQgX2guJ3rIHhSPvtShrLVkTTAgRmMYJu+0ExkXePKVBIo9SPpNyIaLfBPB/A/gz5L2x+PsA/i6AX4Us/7cA/JtGwB8sjz9+i3/nd34LgCvcFWIxf7LQVAdGrqUswgM8ovzzeVEe4oZrvjG9GEDl2LuCWnmYYC31USeGvH/RtDg+PsFyuYBzjF3f4+Jyg2GcxH8Q/d47Hva+h9VxZk4axWOFUP3celIeendNK+S+IhQKrJo+dd1nIYQESVTmgJdeeQ43b97Guz/5GB/dvTtTwABAKX+7Z6TEUvPY9EM0hNZPaRoVvovFIh/l1nUtnCc5bCNKJJWdA957SRZVbXCzv+tO07qfa3CgIXha50P0X73+Fm2DX/r2V7BcdvjxD9/CR59+Co4i0PX9NVVS19/2/QzQpNDO8k6GbyS8kOAkLzjYCN75nHApvYJ+lmebdWr7ivYPLSkhgPO5Mt8DwTOhyizJxVpPuHHjBh67dRNt43F5eYl7ZxfYbrfQOFudrlwYtNnYFcAm8sLKh0NysP7+EO3IzHB+vu6ukqmz33P+JuS6lQojhy3rs/6X//Wf/HyyLTLz/4OazJXyGTHnh55FAJrZZBSOqerQ9N8SFypf2lCpOSKYZk4QO0hWuBxCr4ccgIdQObDPz0uGQsghD0eyYenoSLYXh2HE5eYSFxdnCCn+NjLSjkrJHVAv6loo298OoQXLV9r61WF7hzjU+bjMBYtFoHVMd3pRag/DH3A+2ffZOO/GeRyvVnjphacQOOLV77+GzeUI+H2nbAglesMiY31+vSHJvlNjsxU5j6PsphRhzIhTyqHiXd7KP/MVpLFRNGsdr8yc8mxjJjXsWOa5GRlTyqdtBa1F/bWCHoYd/tmfvo5vfesVvPLSs2AAH39yP0c71OFzNlOktSi03tbRGRHlSL10bdOUs1yZJTf/IeGmdQ0xigOvClnU/2u9bEIzfbdtp1VKen3+PgVg6nuRPo0RuHd6jnsPTtE0EvV2++YNPPPkkxgnuX+z6XF2foYxhJzV0I5bXlNpz96hMavXnS1XCX0FpHY8ayBl7yeiHKmm18/yHFVx/Z+nfOEHXJAG/UedDL6YQACs1RM5ZZ+DIAhNfav7BPIgmE0x6hBCjq+NiFzMsuxxJpqhy3pAa8ei/mazBa7Xa6zWHYgIu3Sc2927pzkfCZHEUM8Xrx4Cse9RP7SD7FCYYe14ygvOHvrADEbIGzzkgN+YBV5Nk9hiF6s6FW2dNHnU/PiwIvAPRZc453D7sZt4/rmncH52iZ+88z7GKWSzXAV20zQYU3xyCAHRe1BWCpo8KdE+cPkeW4fcJzzfL6BjF3J8tzwupJPn7TgQCYq/ytzlKJEXNnTyEJCorR3nkTb2QNLa8rzfYnSYOOAHr/8Fvvbll/HKi88CxPjo4/sgKjH2WrTdbdvOxknfrbtXrfLzDcERJDY66AlWnIMRrgIxzEDgtBkn6glWAEhSP2hkUtv5XC/BYx424VjeXewY3mz2i1wyRloFbseQXIMQgctNj82mh3MOTbLmVqsFnnzqCTSNx263w/n5OTa7KT9/ptx0TsX9AAJOFigDOdwZwCxe3loVITA0DUi2/G1umAoP6xF/csXVAvsQqPys8gUL9GJmWEFUEC8bRG44PLh8T34SHd50EA/EGDsi5Og/2zk0jyeXulUe8UroanyyCPEel5uL1DJNhLS/S3GvF4zmrtF13R57j223Lr663vn/IPhUT1Eq5Yg07eurTinXZ9QI65ASkT4v1I79Xn0aYQqS3RGEN994GxcXWzD2oyVUiNabt/R9OUkRcUaMkkt7nqDKRqT4puQIH4ZhJigOIciagouxJByrEZ1tqx1nVQIafw9YYWLQqEGp8/FmjGPEaz98E3ceu4W2W+Do+Bhnpxd5+tZrweaityAgK8ZY0jJnJc3yrqnKxXJoXti5pX3sXDkoQ9sTY8z9LPe6AgBMWKsCEAUctu/1nx1T2+/5e+aU0TTN7XHC+ZnkWuoWnWzGW3fo+x5938vu8CpWfhrnm6RqATrbkFhZZLO6VFbxVeWQ0n3YZytLHqV84blcVDuVSWepkrQwKw5NE1jNO0q5XOTFBiBvHMqLMXWId/NTdhRBMxLlY+plTcZ6kYQYEHob++xn94cUWjdHNvOTfw4polIn2pvQpR/mdIote1qcEopMKEGdfED6PnHa9r223vad1lo5hJrqwyFsnaYxnSM5jrj76T1B43B7HKHWUZXlNE3QqCh9l+Yv0SRGjjyomSekqhemFZgSLunzQjy0UOx5q/k5yWyMHGWru2l37iPv84aUEAN82oiifayK1DdzpRhCSKCibCISAesQIuHjuw/kHmhKgumgJafC2lpq9pAOO56ZQWeAQ0iOYtqb67UFZ4VY2S0sgCFMcgSh9J8sSl27zLIuLQAgks2EHCNCsqS8n1OR9p1F4bJBuGkvQkb4RcButwM2mz7vXvZeeXM7lyX3OFJCOI5iaSA5LgGezW0AObOkZhDV9uSNSbneiujnwr1uT+lTBQ+QvEvJefuXHKHLItQzDKWxlDtZuPRY6JFU6t2X8hcQR6S6cdKAJ+51CgGSk8HlszABZC1LSJ1Pmlxe6pIHQD7ucbQ1AowxAgcUaO2crWkJLbVwrhG7frYowiqd+lmWC64tAYsonP/siFX7PlvXmdBL54ha4WkRqgrEMrFFOIYYwSmFaNu2+RQeraultohInF+pNI1kx3O+9MNVETz6XY7SiUZIJTCgkSq231WxWGvE+zKe2ifLxRK73Q7OSQZPniLk5PpxVo/sT5gYXddllKxrgNP8m6YIIo8YAohkasVR+/RwbhUtFoVbbnpfARTUDCqHl2gda6vCPl+fXcDSPMtkmNIZqt70k0aBYN4X46BzWKm8tKZpXueZfyPlkAEActWmPprnXBentICDaZwk9ttw13KNruu0PqjM0ShOr1kfOPEMg8w8EqYlZmCZQQCQk7kdEuyzz4gQMcgpAd7VqYcfVn4x2RaJUPhQg0grbzEwz12h38tgy8ALvTDfqQggHY6swrDwr7PIDUcwoTQz7akmqb1eNf3sGZWJpQuqrn+NrOv/2/sPmWyZNwfPNkrU6LlWDvosyYdTdlbW79W8JJYG0ZA/i4BrRyEbH4EKwlopKmVheeaQHJONb3Looc0Rk9uX0v9q/bXPa0GufWSjW+z76siY+r4aEVrno/7eVJumrAAloizEpQ5udsKQtmsKA8ZxnAv1GkygWIqWHrPgQqNwvMmlX7fBCl/7XO1vqc+UE4CpMtbnWCulPnPWKo0aRMi9xZLIfw3KtmOs1qL0G8P5KjrHOFs5ImVY9dnHdgjEaFElxCxLXXec5v40bdRnXLU2ayBl32f/quKx/jNb6vWu8syuXefcTHk9avniBbriaRXOpDGjKW5WOUsgaymLiEopp+qAkWM786KLEVPW1j6bQmoKMzQnd3J+OKtdnb4Cjt1s8tW0iNSTS3iaiQIojhdO73N7z5D6PTwiQK9JFc9jXJ8AdIj6cM7lBWsXn1U8KgD1e42PtsJL6RAAma91zoEcMI2jHBDinOTGzmB8fubmoXePkzhAlXetd2f2Q5/SIvvM9Sr1YhGoVUiWMstCOUfSMDRkLCfXYlTOKU7ob4JP9fHebNuPEWGc0LbNjPPnWPqGMY9P1/nbNh1CCOj7EW0j509OPIjFCXGmxcjwvpm1xe54lTmqRXOTzDnvei7NLQ0/y68TQkCTzsIcxzFHWaiyUKVgj/iz/Ld9Vl7Xfm5BEFHJ70+cuHe5pml8UlCcI4xqsKKFHGEKI0Kc8sk/1oq111ql71w6X4AStesJ4m9zsxz/gPbxfjoE5oTYidPpQ0LhqOwAOcQoGRWjWmxABpysbWHO3DwRkA/PTtYTGOIxp8O0zcPKFyrQCZCJkxeMII2swfScQr2+MhX1b60N4RjMkvObswno8oQ8mNc8d5TyXiLg5SXp/RltCM9ZFM2+8NWNL3p4ghX44tgtDuBa+1uhbEstoOtn5rStKHTLnpZnzhtsDiEpoFg3uiDz2ZbpGhXmMcqZjSGIk1OcYhO6RWeETtadGbXarIQ16rdIV81ZpUesMy+EMEsjq79besdaH3b8pI/irG6z/qI5rSd8KGPimDaGGL6bxNnMIaZopYgxxboP/QTnfELqnFM+2z5mlhwr4jwcU3SKy4vap34OYQLn+Op57Lr3vghMJEsiKCc8nxcWRdp21ABJE5bpOGuf2nlkx+mQE9oKfkvblHmv89plwFDGyDhRLVAy7SjPlbqMY8zWBoBZ3eu1oHNHlJCChmisXTtvyjywa8Y7OWNhvhaF089HymUAw0VeALNoLiIHV1kRxaplGfd4WCZ8VvliEXpGrXGPm5KfRWh6HcSk+ewRV3MUwgnNMLpFg8ViiSahyb4fMehxZkx798eQnIKqBQHRnDGmTp07JOxORaUQ9P8xxlkcvHKz1ryvTX2L4Gv6xCqSGToxg2tRqJ0QVlmEEAAqNEntkdeFYHdT1s8lkuiScRyx2+0QY8zJ1GKMuHnzJrz3GIYB2+12JlTHcZwdn6WWWd/3M8Q3M0kJBxWLvaakVy4WQ81TqtCpY7GBItCyc64SUF3XYRj7mdKYU3omAySLoFIfgCowFW7ZV8HJ3I/zhayCJka1lPSQDAcOSWgkC0IFLgAcHx+n8WaMw4ARAcz7ET/aJ1aR1sVSGnt8O4rjlskoYHA+XcrObzv/bCrjGR3qnPRxP+Wdsr5xs2usgqhpq9qvpW0UX4abXW+Foh1zrR/T4dw0ug7m/SEh0N777GNRoGHDe52T3FIqG2wddVxmfTzrN2Sf3CG65rPKF3umaO7geQdqakqdQAWxF8cpJ2HgIAfwLroOq/UiHfTg0e96bDZb3NsMsJE0wmPF3Lku5SJWoazIuzjLZJF8VmfWE0C1sfBn+w4Qy0fWAthOstq8rkvN9R3iD2vBpgtBEK9GI5SEZnX+b11IyltP04RhGAGSM1bbxqNtGM899wyapsX52QUuTs8QA+CoQT9JalCLzAX1Im1i4dmztf52W7qlkWrnXM0XqwKw3ytHrAc2C4oNAOZ8c91ndjysdaDvappG5gtZ5JXM85TvOwsLLvMqK4W0g3KaxNwvC17nFLJ/QZ9BNHfmabsA4PnnnkZDjLOLc3x89z5SE2djCRQkrQpWP9dWoFWA1q+hAlx3yXo3R+GqDFQJSz53QJSf7L7VEkmOdHTOYblcYgpT9jfovKitWUtd6fe1laF9HKaYLCEn2Cqh3Wg2q0GDMVxIXLwEbBS+3+d7pG/Szl/HCEEOKGm9x2K5wI3FCoAAle1uwDgM0IMYlcaxa7KmUOo1mzda8mEZ8LDyCwhbnGe8s4OnJTctKwBG1zRYH61x41hOrA8hYrvtcf/+KTY7ycoIAoiLciiCitNguD1he0hoX+VkyYKbsScESpX3TSmLWuyzLYI49LxDqL0efPkRs9+s1tf26m5J5wqSKuiwOMNUmdjwwWma4LyDJ8BTxM3ba7zwwvNgBu5+cg8ffXQX5BoQFX677kdVEhbJWfRVUxN6bZ2T3PazFd76fI2YsYJZn6u/23bqPFFBp2OkFE6tcIG5AvTeZ6VhN/EA2BOoWldRboRxmjvX9Z99b20dTNMkbUxj9/HHH+PLL7+AGzeOcbQ+wjs/eQ+7MYDI71lA2ja1JKylZv1EVsla6qu2qq6qr/ZRTb/U66BQfQSXxk37UC1AW5fa8qhBj75HxrjUwa7jvXqnTIiioBjjMGZ/l32+MgJZwTmHOElu84uLS3Rti+PjNZ64fQtEhMvNDmfn59htd5iY0iasfd+GPtuu2/l8+0st0Of0gnRaqXKOR0182mqxxProCOvVCuREA56f77DZ3sc0ThmJMxGQ86GnQVPTi8VBBVSakagcCFEJCyIS/j4hJmB/c8Oh++w7aq9yA7EAACAASURBVPNQ/x1Ch/md1SDba6+yFmoEo+9msCSeqq5Deu40TXvOQTvxy2IQXldMY+C5Z5/GY4/fwG7Y4YP3P8H56SWcbxFClET9ZlHbdgPYE97ZYVmZ0HV/WAEMzDfsqMNXhY8ogZJ2FBDEaxdpXR99pr4rxhQVweq0kusVVZc2qYNVHPQaImeVVa3sQzoxqWkaxJQWQOOx1XpVgWupASvURRiXjUpvvf0OXn7xeTx28wT+hWfxF++8j2GcwDyPuU9gEQxG17XlXFIDUlSY6pxSSyD3XUp7oIp2nMa8jtXK0OvterHWmI6vFepN67NvgRnY7cQZ3rZdpjXGcYIjQtPorlgJD1QHo1gQqpBk/rSdKApF2rWjVWnAmHara/4dSz+W+WgdxeLYlTBTIIYJ/XiBu/fP0fgGJ8dLPPnkHbRNg90w4uzsDBeXG/QpVHdO2cq8skqdmZNz2jh+HqF84QidHOCzZ5mBtJloseiwXndyGpGeaD5O2Gwu8eH5GfqhoMnafHEk5rQiH+cpTbCwd632JIEKR495aJu8RyaFmG8FDTjnZhy61sku3Dr7X257JcABHBT4+rudUNZ5OG/PXKjnehjlbrliSm2CEfZZ8JlNQ5nK8IKSTk6O8NILz2C5bHF+eYF33nkf48hg8hhNZkK7Vb52Klkq4qDlU7VL62bRIVA4c9sfijxBKoSFZlPh33VdZbXNozXyO0lnhwNYNqRl/wkTxiEh5JCiWVzJ4IeG4TyJtQjK9dT2ExECB8RJIomaVhUpwzUlUibz+MbasdSZCht5boOzix5/8dY7eOXl53Hj5hG+1D2Pt958B8Mg53UCyFEdepoRnEe3aFP00wTnikWmfSE5U5bo+z4rGO89KBZrpGtbTGHEFCIa32ahXiNjZp5ZQRp1pe0Z+uKvYWZMYUKYIqZRKKC2KeM3jtNsDDOAyAebF9pQ0wk0rUcM+6BBzzm1wlT721o3hYYTWhhE8E2yDJkFNEwTHDkExxinAfcePIBzDserBU6OT3Dn8ccQmXFxcY6zi0sAsgEqRp95c07YtMgTfqQ9I1q+2CgXApyT7GmLrsVyucD6aI2mFZS1225x//597DQsjUU7JeW6JziBMtFn8c+YRwaU9+9zWbVW1HtzRIOfm/x5YHlOF9TIpC4WqdTvsuakNQ31M4CZcLDCv1Yke0idi/NTP9do3z7D1s85B8SI555+Ak8//SS8d7h37xQ/eeddhAAwp1w5Fb9px8AqSot2apNZd2NaJ6Q+Q4W5zTWiwtzSBjFGNK6MBVc0QTaXeb5XwC5cR24m1Bhz1GnTLliFoqiNiDKHbfs6zwtCFo5WqZT5O0eulnKwCkifqzH6F5uAH7/5Fr72lS/h1skRvvHVL+Ott97D2eVO6hFCDqlVJafn9xJREpzNbC5qBMlqtULTNNhut+j7PgteW5+maRCmOEOalnZRZaFtUUplGIaZNaPPrxW/DZU95JDU56pfIFsmaX7GEKGHzVtKwwIDO0ftu8r4xgI+GDP/jJUP0zSBx5jl3YNxhwenW3hPWC4anBwf4+kn7wAAlosVttse52fnOD8/Rz+OWd7V1MyjlC9UoHvv8eyTT2CxXIIBbC63eHB2gd1Ooh5C0naGRJdGQc0rl7+bIR+4FAkDhWfQu3RxpcchhyaiLBJmzhsBIstGJe/bbI7VApYc0HiJbc/cWJw/t1YkijysYFF0YRGNFQC6sPWzva4WvActl0p56P1ZwGoARlJOjiTGmsmBiNG2wMvPv4Bbt25hihEffHQXH37wcUJ9GjExp5ikrtpwoSEUtWm8cYwRbSM0jZjxSXglwWYtE8upW4skI3LMaS71pcQQwDzfDJYtNEIKP5vTP/o++44YZc6EMAHczISpHSM1ke3u2VpAgAHyDo48hn7EYrHAOE4g5zCOKX65UhK2D4Cyq7YO1yTXYLeb8MMfvYVvfv0VHB+t8I2vvYw33noPn94/BafzWb2T/g1TADikDXgeTeP2nPHab9vtFk3T4OTkBLvdDsMwYBhkg9Ri0cHDYwohb/iZpilb4kjUlQ0vVOFORFgul1mwK+p3BmFbBWOFqpau63J9VcAXbl634yPPM1RI3AICfb7l/i34sf6Dek3ZIvNCfpPc/iliJjgM44Czy/twH38q9W89Tk6O8diNEzz37B2EEHF6cYnTB6fY7uRw+/qA+4eVR8fy1+W6XJfrcl3+UpcvFKE7cuiHEQ/OzrAbxhRiVRL9SFpR2ttQFGUvAZiVtpnHqzIj/4NSG4a7AyyvPU8ulZEAHADKMfD6bouyVEMzivccFY+tIUp6n817Yutj0bO8f86V11r/KlrDonr73SF6yV7vvUc5TLjwjgyGA+P2zRO89MJzaDuPzXaHDz+8i08fnGbjqaC5klO80Csa0dFmE7/rOvHvTBO6rkUMJZTSJ/Tkr2iLUg8WqSkCq2PQLRVjw/LmSCsd9BD2/RyWbpDnaxifn1lsiupmiC2lj5UQvbKLEhBkraa/0BLiI/LeYxollJTN2FtqQOeEPs/ums2O0mEENw02ocdrP3wD3/jql7Fedvjql1+Cf/sdfHz3NFFCSDQiIGmEyzzVHcI2Vl3pLw03XSwW2YrScFbnAtquzfSHnIeZIquSs9HuR7AUibZrsVhkOmsap1lAQW2p2jnf931+btu2uZ+VphFLhtQwy5FzakZa602fadMx23VjeX+q5MuMPtS/juBQLL/ZRq20hLdhwnb3APc+OUPTNFgfrXDz1jGee+45kAc2m0tsNhs8avlCBfo4Tbh7/9RwnA4xTsY8mod45YXGGjcqoUPAnKNkc0SJI5d3vZVIGqq29+6nSdX7Lb9mhbIVtM7P8zo457JzxTqU1Iljn1sLASsYbPTGrP2wCmM/rJJACLFMNEtZWO5e31eHAtqF0zYNnnn6STz71JNAnPDpg3N88MFH2G570aZpHHVTyaG45byvIBKGfsIi7yQdM/dqufe8MCp6yPaj7QPlf+3iskolUyBUInbK5/nGG40Fr/tL+2WaGMFkAa2vtRRMCOIwjcwp13mhoUII8I0I7zrHum/8bBOVCiMbBaR9rQJr3ga7ac3h/HKLH7z+I3zza1/B0arDSy+/AFCLDz76OFNBmnde+15pHO1XfbYNIxynMV/Xtm2eN9M0zRK0XV5eomlT6CEYxJz5ZqAc86fvt3PIUpAKGmqO2s59K1SVf7frfpYewvRTMJFRtWC2u5jtmtPxiRwRp31/nv6uexO0DvqemE7WUH9LWtlwzmGkiHHssTsbcP/8FEQOy0WLk6PjvInsUcoXvrEoO44AkGM0GRkCHKq8BRn0mm350FNj5P/pwWVwKUDkCWcPtzCnaZMHl91+OZVmTr6fUF66T1OthjiaAZaNBYDmjyGEqUyIvLnBbEXXga15OcutW0FuhYbtO+GGi5NJF4PlGS2SA/bzvRQ0W/pUooGAo/UKr7z4HG7eOMYwTPj4o0/wwd0HkJAuieQYRw21K4m+LIqUCSx1HscBTePhPBDiKMgYHkM/zBbQGMx5pTgcAWQdpXrN3JlYFpTlQ63iF0HqZMMLyxyw19l3A5qFkIzA3t8cRiTHuMXIcGiyUvRJyeRgIiIAEb6R+eSbBtNYorAs6q79LNbvMQxDFqY63nl+5AnkcHk54vt//mP80je/jPWiw8sv3UHXAu+9exf9JPs25J0lLFHnbPGFzDeeNSlAIEwB7MtY2XmdHaBjwDTuZsLVompVEhKOOOb3WmvLAg2raOcKbN//YX0B1uIKBkVnZTROWc7U/W4tFSusiUtemloZxBhzuHCN3i0o0OIcSVh1hMijBF6Zgc12wK6/j0/u3cejlkcS6ET0FoBzAAHAxMzfIaLHAPxjAC9DzhT9V5j5M9+sgtEigzxYXCf0kXvsYs8Tt4D1w8Kv+lusgv3MZ5aeIJKjyWoqwyJfO9GAYvoDmOWosI5b4LBX3G7uqc1Ki7RL1M3cS1/3qzVjdZFagaWTtGmatHMSAHk88cRtPPvsHRx1S5xfXuK99z/E2dklYpQc30SSj9w+16J9ZnH66YESWuaCnmaLV9tdt6lGX3OnJvJ92m6rIC2qsv2qi0lzxej1Gp9eK0Bbb4uI9Zm5/42VomiVvICIpmkwJIFpozZU4WcBQHPntl5/KDxT55GifLVObAI2Vei7XcSfvfoavv2tb2DZtXjumafhyePt999Hn07y8SbyxSpDO+fqOajhoLN1R8i7vHWOqNVRH8aiczukyBtL9WjqhNxulMR3tfBUBVBbtVpHHWvbt1bpH0L5tu0AcjitPdh5DozmtOchYKDPnykF7Dtl6zbY3PuPWj4PQv/bzHzXfP49AP87M/9nRPR76fO//ygPmqaQuee5/3bOoWtbbGfoZ5Xn+ldQu2y4lUFK6SthzPkYUWC/3OfMRhEV5BLpIdcQkI/aKto+wDvJtzGNc5oEmCsgYN9MlHfLhNPfrOAp/DwwpQMzNFQrxpSDJrVJ/0pqUgY5h9YrxzmmZ86PhFNktlwKr/nMs0/hsds30LYe9+89wLvvf4hNP+SYaGnznNIA5gnCiCTsUJW0vkfb5r1HiCWZ0sFFyPPZUCumouDnqXDtIrLCWUu+hqXfbSIuu03etskuchudwWYujKNmliw7cnXjUcg0bVJcIcoGImaAaTYuh/pBrTeNmglhQtO2mV9WIal5RcYpJUGbAibWzU2M7W7C9199Hd/+5tewWizw9J3bcJ3DT97+AH0/gdNhHCEJFhWoOufGaQSH/Vws2TpMO481d4l+75zL1ieAWbinttGnlABjLNv+FYCoYqqVuZUBtg+A4qcIIWRqw95j353vdSXRWQ2U7BwNmB96o/6ZGrTV46gKydYbETn98SE+PreJAIf9dfGw8rNQLn8HwG+n//93AP4PfIZA59zJBM62aCzcdoozPKSVDmlBjmEe0pPkm0wAyceg/8+peJ0xg9RZQgQ5YFQFvpsn20qaIzvaXDNzSlmhYgWzRQe1Qsp5Jao2atFFobv2MhIlTfubaBPvkoCZm5cMlmvTJis9f1PSyAY8dvMmnnn2SQDA+mgJAuPD9z7BJx/dQz8FhEohWavKfrb99P+1920xeiVXud/a+//b3bbbl/bYTvs2tieTkDxAiBACKeIBBBzyEpDQUZ5OHpAinQMSPPAQhITgESR4QEKEoIPEOeJ6OETkBUTgROKJcE3CQOJ4PGNn7LHd47vd7v4vuxYPVav2V+vf3e45sbunW3uNevz/+9+7dlWtVeteq0xbZAYYfccWfC5dJ1674mvGZHkXK9kj0DC7f8DmzfrDpnsWIoRLvwnK94Fxq57OYLVY2mPdBoMBoAHT5M4ITSqHCqNJOlc2BFj8iK2rPMI0n3FDVIMJAppmgsFgWASIs7VhaaRJwzGGAQCrT8d47evfxIc/9AHs3zeHl5aOYCBDXLt2HWvrT1NtFjr5h1xMg8EAjbauGBOy9teEKUKIu1JnaDyErNxUVYWFhYXc7nQ6zbXJvbXKdGfvtXa8G5Ov8b3GL0wYeHzm9kOT40+euXp8eLcoC/xsLWjIu1KNxxSKqFNCmK6YBpumgTaKRqoZPrEZbJWhK4C/lnhixO+o6ucAnFTVm+n3WwBOdj0oIp8G8GkAWFhYKAaV7shKsyG+eLEzqW3Cve/Qu00EKAJNGWEVu2Fm3TuRgc+adrEcZvLPoUUg+x7tfqCM5AOzzIsZZCaMqs4LkaU/z43t+GMiZ0LlLeMikkzxVrAMamD5xEm8tLSEai72bTye4O23b+H+g4cITcoags4sNvZN53mmvH5mNIwbv9BZyPEccb/tHg4U20KBxE0i3H7Rnss04kXjv3tTOwt6lIydfbwhRLdKvN4yoY2qQ1pbXfEOw5t377BPuq4HqOoqZ5qwv92sIh5/15pYXRvjP75xGR/64PsxPz+HI0cWATmNa9fewvr6tJhvBqtTz0qJuUeGwyEG9QCNAM201GptXF0BSu+SsT6a28iANebxeIxBynMHZnc1G3AcwNeoya6ltL2fN9wZnVl/2VrwtLPRO82V4zfybeSGMbrocqtx7MvT0mawVYb+MVW9ISInAHxRRL7BP6qqih0P5CAx/88BwNLSEW2JuQFMWtl/Ylo8VTgTyZXP4hmZpQbGJo8RW54YEQwHdXbhsDRXTb45scmtUMGK6CQmmcbQhCZp8k4jV/YPJoJWc/vEcyaj5lQiywufPFdUb0QqzWcLAsDA3B1aHjTAi43dIjOMuGmwsLCA06ffhwP792FQV3j4JB5wfePGLayujtA0mgWbLQr2ubM5zf3eyFTNDCbELJy6LgtNdS2OLIDrGEQMGrLMz+V60gazmhaC5r3TACrBdBL9w0BZvIvn3a5566+qYulaH5w2jbWqBlR7pfWhs4/WaJNdajyfrCX6wLVZD+PxOLkPBINBhbnBAONJWTVxPB5jGso0P7aUWhwoVlfX8fVLb+CDr17A/vk5HD28CJw7i7feuokna08xTYE5s4W4j5btwvQ2Go1SZkyNatgyep4vzp7hcsd+3KxF27NeM21CAwR0umI8hBBpp67KHcF+I5/Rh7XHzNnut/YKbZp4B/OhLFCkzY4zl7B3/XBfWTHz8/HcNXRVvZH+XRGRzwP4XgC3RWRZVW+KyDKAlS20k/9t60RHE7ShnXXWfyOc1m3S7m5kpsAMpNWoW4bnFzOAzByjVI3ZKqrpAA5pD9oF2rrbjJQQGoSgMGe7yTNj+qaBhORj7ZLO3JfSaonCzHz6ub8diz/vzJPZgKndDw04duwwlpeXUdfxvpV37uHtW7cBAKP1ac56MKZtTMHGH5L/m+eWA7nMjJg5tv7yskIfa2ZdZq6k/2U3BTF+FuIhWA5/aquKefDMWL2lwEzEa7fs7vHPsQttOi0FEzOBWCeoTOm0z8ywVTXvnDV6sfst8NmEBtIgHbZRo6pK+jHGb303HLYppG09dgWwurqGS5ev4AOvXMD+hXkcOrSIs2cF37pxHY9X16K7pik1Qp4PZj7my59O44HeHDPxLhG7B5itrMkC0CsNHDRk4WjWoeisKzbfQzRXXCcewbgzF2cXv2BXYI5j0W8eBHG3skCAqsolcbssRqZlXl9syW0VnrlTVEQOiMiifQbwIwBeA/AFAJ9Kt30KwF9soa1ikahq3O5Pk8yuCDN5eOF1MRMDH6QwJsSZNOwq4fsraQNqxshMcjNTMG2laZpUIiBpy1UMkhqCWCAYxPG2GoyfD54XL62ZqbAP20xibotNfxHBqVPLOHNmGYNB9J/fuP423r7+DtaejrH2dIzJJPqDOXDFC8nGw/PFucq80H2Gi2ksXaYrz08I7dGDIVkmfsF7wdce91ZqP+arVy2thY2sAb/gbSzWvtccu9oqAmihmcGnZ0iZiUjLKPmePKe5qt+02ETlhbrvs9FvVIJKIbq6NsI3Ll/Bk6dP0YQxDh06gJfPnMLS4gEMEIp16DNdbF1xlpOIYH19vcjisjHzWltfX89/rIx4pmsuD3sfa8sF89Q2PmLrkNtg+vSatOcfNlbLjfeKIfeFXSpdCmT0pSealEgPRaCdY/Id64B5luFxq7AVDf0kgM+nQQ0A/KGq/pWI/COAPxWRnwJwDcB/3epLeSHVlWWkBEBCzhqIN7bMuUoaj2LWFIsmcMxNNx85M5ZC4hWpkZrPmmyakAOknOctknaqmW9ZFYN6mM2tvAAzbWSDFZrru5A2ilIg+UBIZmAB4BrKMM0gbUSYTkwIWlGkxCgQsxZ0qlg8uA+nz5zBgf3zqBCw9nSE67fewYOHTxKDaANMTZjm9EQbkxGSMRIfB/BmJGvwQEuc7GYbDNvDfY2hGQMUpKJntW3USr7sGnnsRhehiYFbkeiOAmJwODQB0HTWKdU877IMQojv8guKXRVs8TATZ8vIW0RdjJ4DsKyNdVkq9s5sKaUsk8l4irm5WR2M8WLPGQ1XVZWPWcvjCJLrvrz/lXM4dKDGwcV9OHvuFG5cX8H9Bw/bMaZDLdgCs/eZoK7rOpf8NReL0UMOnjbxmD67bvVhTBiZRcL99Ps2PIPLwrY2t2TrTvGWGePDWxzMsHlNM767mLvd61M+sybv3s1CmGnBM3V7DweAtwrPZOiq+gaA7+q4fhfAD235TZgNiEVN2GWUYDZIZtIqTlhsq0C2xmwC1eR3JqLwGrulSij5YOP1eLJK7AdLdUmFv+Kuwni4RkNnEZZaHhMTEwSPyafF2di7zEADHhMfpGB/RkR1XSNMx3jf8WM4ufy+uM0+KO49eISV2+/gyeo6mlC2n4lYyncBJZPO2SY0PiN+Xrx2jYWqaoop5HcG1HXrn+Q5snRNc/UoNLXfFqRS1XyKfJ4zcgf4eTdglwEQfctBZs1yphnfHuede2bPDM9bYJyxw/Nv881+dktb4+dF2jNavWAdDAYYT8aopa1saH52r7lam+ujMS5fuYpXL57HoUP7sX9+gHNnT6EaxPvvvHM/CgZtd7J6oW7zaRp0LAcw7jzowta5adomAPJmJNoZynjg3at+TRi92LtMu7d17fHHc+bf5eea16i1zXTAgoHpkgWO3evfvxF4gfJungW2vR66mWvGdKuMDNOOpWpPFfLuCQAYDFKu6bRpNWGNDYgINH1nicmMHgXTiLnNVVVnXzhLeMltVTAhyQcYMEGYm4YlMPuMWStvibLcrAS0RMFS39ryTKVlIhrjAAjQBjh/7iyWlg6iqiqMRyPcuXsPK3fuYzSaRM2/aZl3bjvly1Y0/3khyuzBwoVmmg4n7soM4ECdbZSYTpsc7O3KVrBF3jK/kCpBWr9YWApQzR7rZ2arL6vsF21mwBpm7mGB5/tozzMe+Lp/lv3p/HskRaO1kslI3EVRCA0flGY3Tqxg2RQ4KzZ+EUS3lmA0bvDNK1fxwVcu4NCBBcwPa5w+dSriTmqsrNwFUGEwHKCZNjNCmhkfxwa81srZK0YrdV1npm7Xba68IuZ96jyPfq7tfnYbMf66BLC3BnjtWtte0HumzvcyLo2XoAIQSjcL49IrH96C2ArsyIlFIgJQ/RUAKWhQoZmyGyLdn4JMqoqpnfhBWr1pNZkBphiZuVEAZO3b+3gjsy+1cmtf0ZbbLQIimN0W/SwmwCfuxPut763PPc8SaZBeUDDDMB9rPYinxi/Mz+H8y+cwP78vFtJ/vIp33rmLhw+f5ANCaOpmtEeRWFiKfaDWd7tmGlrhLpC2jguPwzaWtMSeyiSEOK9eKwKixmy1eJhWGg2FRs6aosVhmEnzQvCaZRdT9rV82h1ryL79QgA4S8yKfXkh7oP3PI/53+QnZ4Ztv81sxklM0JcOtt9NO7X7zHLy7h0bQ9CAUVB84/IVvPrKeRw9tIi5YezzqeUTqCrB27fvzAh3FhDMKKeTabHTmunV8MGphZ6xM217QbmRVs0MkZm6tdWVbsvAShzji+fLM+yuf7sYe+G+Ca2bkWnRj22jOdgKbLuGngkQsz5NRgZQ5miylGUJbpPmkZbfKN3+KGYmPmjKxMAS2xDO/faTbde8dsAQ3RvW/9Zo4HH7uWBCsT5nYg0NTh4/ipMnjgN1LBL14P4j3L5zF+ujSTqhqGRqTCg2Jl810RO59ce3w2M1phM7XWqsjB8/d8yMOQiU+0BbrxmH3M+ZZ0jQsxbJ89uFP+t7tPg0j8PGy3SRcaIlo/ACPjNQp/lxm6x1MwP3NOQ3ZzFD4HRTs5i8dcB4sHetjwMuvf4mPvD+Czh0aH+8t1KcOLmEUClu37qHybjdvdkV9Adi2q7tLDXLh/cF8Jywi6XLuvPadHwYeeelz0kHygwar5FvlOroadEEdIWS8ZpbUuA05iT8Gbd+vW7EnNmX7+fk3fjODbb/CLpUptYjywjRL7aujQb8mSeEmTzQalRssnkNhV0eXhttTTDT1qscnOyS2PbO6FpSWModjzMzAnAq36zf1puXzCibJqCqYq52PQBOL5/C4cUDkBoYTaa4e/cu7t59iIkF7WLDhd+W55KZOQdCgdniXv5ZZpRmcmc8JGYoZOXksWmbVsYCkLVhfpe3jjJDEeTiavxMkYPttCAvSDYCZv5eaWDFxNNaZuJ1VSx+frdf+P669c0rGTxXPFZjaj51tWt9RBpqirYVivUQcOnym7h48QwARJpSxfFjRyFBcfv23VguV9oNO6xV2/uCuh2eocVrMa4UEOd7Gbd+blQjPTVolTPOb+cc8sFgkK095gtd1hVD8V7KnuKUXh6L0YBp4CpOMBDd5rG7NGaAyiuToOV52SpsO0NX8nczszVkeglqxMhEA2BDRs6amTdjgNLnyFKbMxZahOdeQOq4QSCEAOnU7qz9ZKfDFjBcm2zWle9hgvPuAcvGUA2oBwNUIjhwcB+WTx7HvrkhVIAnq+tYeecuHj95imaaCCr5YU274LHznFiGAbRNu+PAH2vlPsjEi8C3y0y9mVJMBGUKps1Rl1ZibgnGc5NyfP3JQAzcZpdPlPvp4wPMRFjzZSGYBZDG/Qsi0h68rJpLNjNuvbbsg4xe+LOSw7+xy4+ZOr/HzyW/2+7PzD8JxbW1EV6/chUA8Mr5czi8eBCiDV46dhRQYGXlLkajBiqlO4Pnixl1Xn+YZWy2ISp/d1lDfq67cDMej3MbLBBGo1EbpG9C3rQ3q3zNBlo3EiZVXWFYtfXWuywuz6w3smI4EYStsaqq8ho02vReh81g2xk6MOsPs4XXlf0BlGlKfhF2LQhGMhMIa6jMyBk41Q1ofe/QUi5bIMuA+1Ayl5QSSb+xdsXXvUlYMP+04IbDCvVA8NKxJRw7egiDCqgqxb2HD7Fy+yGerq8BIqjrIVRDYY5yf5k5efdVCKE4Mq+LmTPDYUFl2reHZlqe59mWLC4FRJfrAUChaWVB4cbEbdh3topMO7JnuxZup0bl2rNrhfsKZRDMwM+bZ7a8E5H7zvhgOvcautfO+Qg2UF9keQAADuRJREFU33egzNbIbYaYq27tr69Fv/2bb3wLF86fxeLhAwgh4Nixo4AIVm7fxfq43SNi69PTAoDC8mP88Vz7+fXKmwELaFXN9cVtDbNGy9UnbW35nHqmjSKBoqMPJvQgbYkOZv75Pku9pfVVWBgddGHfc8qntG417uNW4N07aXrooYceenhPwrZnuShMOym3EnvJWDzlJBxrQt4vbBkXgPO1otQEu/JqW83Z7hfwNvJ2FK3EVhQZgCjdLa1JpqpFQKUrj90H8Oq6ztUkq7pCXQELCwMsHz+Bgwv7ITUQAnDz1n3cuf8Q4/EEgGBQDxBCEys6ukOxi81LTmMwfOzbt2/GxGXNsEs7N5zY2Gw+2QILIcyUEs1lFZxfki2Loj4PWk27wJmG7JaZ8bvCWUBu7u13e6+3Ev3pUwz8HJv8do01MO9CYC3aWwY8D+zKsn6wX5XbGQxieqHtDvXWBqTsi3fxpVEBANZGU1y5dh0Xz5/FoQMLUChOHF9CJQE3bt7BZBzv9Zovj5ddQ+waKeIpzqXqXWBd6967eexf73s2t1LTxNrrom3WXFdMgfvR6S4JASo6cy/33e6z+fVWQZfVV3gbNK6HwWAQLcr6PZvlYuYpcnEjRsZGzJwZnIgUvjYABSPkYvjsR+fv1g97lt8fiavcbs5Mv3hOJJlY7YRbrW6fhgigyDU236s3Q9msNt92bBc4cvQQXjp2FMOqRl1XWJtMcOvWCh4+WsW0KfsaQruDztpj87dr7tnVYn5Z65P3dXIMw5unfo6LuIhEYtVQujosl927oTjO4hdY4fLoMGu9G4cVCGb8qmUw1vtRGTe8QPldXT52ZpRWL5zn2wQs70xmevX3MF14k71gFJIETFUKmPystvEjft/MHIpgbX2MN65+CxfPn8Xiwf3J9XIMVTXE2zdWsL4+hrLQlyorEV554LVmwXN2eXolwsNGeO5yiZk7tWDaVHW0Rlnu17v5qiriy+raeCbMz1h8wIK0TGescDLteOHN8YaKeAivw63AtrtcQtNuGQbKSL6XiswwDPl8NqFFtb0GyZIfKDU8nlBGUgi2QYeyOjp8flkKC4D8LuQ/9mEaZAbgmBgLL+6vjaOua8wN49+ZUyexfOI45gZDzM3NYfXpGq5dfxv3Hj7GZNo+Z4vdM2OfRcSWkWltw+EQ9aAunmdh2TRNMf825zxHvKi85mR9tDxczhzgeYgfkNvtIn6ew0JgYFZj81oTa/fW/0qqQhngtuyP32vt8ruYYXlGaUW4uP2iX9ItABlfNvYu7dWA4xcWWPOpfDw3XYzR6MSurY+meOPqW3i8+hRVVaOC4NjRIzh/7hQO7N8H1RAVtBByQN0rDtamjWcymWQa8BlJ9l5eEx7PUnUzfQ/GI/jZEAJGo1HkC6nf9u4CB4kf2B/PE+NEoUTLU9i5tUXGl2pR04Xb4rGaILJ7+JCQrcA2nykKKCTulsLsAvSagteOvflu9xSalmqRDtelgeT3Jgkc77E0rJgSGBlwByN3/fRtM5NiQQWUROitEX9/VVdYPLgfp0/FMvP75m0bd4U79+7j9u07WB9NEULrTjCGwlufORhUpF5pG8wqam5MZw+YZobm+23zwoQ7o6U2bfDM8MkBYBMmeYOPpSJCi356evHaLOOE+8A0kucZpRVmwLVl7B1MN2yR2O+bBfu6gl/2LzPOnPfu3tXlHttMWzSlweOGNXVPz5u5qQxGowZvvPEWXrlwDocXDyCI4vDSIdRzNa596wYeP3qKoK1FwWNj9wq/nzV4H8RlmvXzap+9pen7vNkOURvn1E5oUs2WRhe+7Jqft8I7ULepnNNmWggxrv3u99F4OlLVIjmDx/Qs2HYNPW7Zn9XgeMINvN/VBuo1Wa8RWh4sE0qnAAgtEzZg8xdAIRzsee8WYQ1k2kyLRV/0i4ia63R4c72qKhxfOoqzp05iWAuGtWTt+MbNW7h+cwVPR5NijGZeDoaDwtXEC8P6YEzS5+36nH9rw3yQfkHYfaZ1Gy4NshaIUmNjnHvGx4LeMzSmh9y+K/XaRVeemXP7/rng9g54i4r7XNAo0QI/55kpv8va4n51zR9/7zLX/fop6AyzyoJ9LuZLSMlQgDeFGayNJrj85lXce/AIoYkFtRb2L+Dll8/i8JGDhX+e54nxbsDzxy6hAmdoXX9ddGfteKFtYAqE/caWDSuFkQGXXgNf253XcpfFY5p1CNFNOjcc5tRcq79ju2JZKfXCijOWrB8+E28z2JG0RYONNKxsBpMfy2uC/Hy+l5Dp/bEcILFneaNIRDqgLuUuHszQXX3PkOeJ0nazeRPXa412Xmg7plj98fjx4ziyuB+NNghNfGa0PsG9ew/x+PEqmmZWi7A8cs715rH7cXMpAtbu/cILyYzmnb1MxNlc1FnXCN/vg4M8nzaHndYWtZEFOW+dRsnI2IpT1ezP7dKoebxdGrlnEL7fHHS39rmmeZdW6q0bAzbFvQbuGTHTMc8Zv4vfaYyBSwDw7zxvcQdd27/i/aiipn71Ol4+cxKLBxeBKmA4HODMmVOQagX37z9KVmM5Pr8+M91sYLGE0OZqs8bvXSeetvzcs4DjcefArKbEBlUo9cHuzwfYSHmur/GKmMlo/EoQGoWGWI6ag+TmqqzrOh+Kbf30Fo0JE1OC/LraDLadofuoL1ASIE+8EflWJL2/7jUl3sRiz/E9fvFaG0wg1n9ux7svDDjfl/u6mbY4Pz+HpWNLmJ+fx3gyQlVVWFsfAQDu33+E9fVJwXCQ2srM3GmBPGcikrNAbCzcZz92u8Zj5YXBi8Nyb+07369U9MsLQ8YDv5Pf6xkuMJsRY78zbvOCRhkzsd95jrq0XsaN72eX24U/e0bDz3eNh+/pomeeC7YGuJ8s0Lra599ZWPrYlVRCB16XDH9QVWgaYDxpcO2tm1h+n+Lg4gFoKglw/MQxQAT37z1qhVlyoQGzZ2ayT93Pq7e+vduQFRQ/Fx5fvHvWKxkhRB96IMHVdfIXAEzGraYNiTE3AVItKEXTWBtAoB2wxphN22basAM1fB17W89WWXWrsCMMfSMwE8RrQb5inC1eczUYMBJ98A94dqF4fp41E78QvKulS+vyi93u68q0CSFgYWEBhw4vQkTi0V4SsPp0FatP1wAAo5GiqmqoUhlRbcfEwWF+H88tm3pcn5uZmWc8fsH79tjS6JxDmS3nYMW3vAbLvkY/p/6aPVMwYmkzieyPzfWuNhln/NmPmd0mRhO+6BULh5kqh4LO9zP+WKNjPNiYfDzJ8FBYtNpaNbZDV5vZtOAuWmba4blgYWD3j6cB12/exvHJEg4ejHXOq7rG4cMHoap4cP9xxG9V0qD102q38Lrw/fJKE1saXPulUC6qKMQZL12WMtMEW9ls4fE8s/CJLhSZOYXIxuFdO0zf5nFgWjKt3SueHHPaKkiXpvCiQEQeA7i0bS/cHngJwJ2d7sRzhH48733Ya2Pqx/NseFlVjz/rpu3W0C+p6vds8ztfKIjIP+2lMfXjee/DXhtTP57nB/3W/x566KGHPQI9Q++hhx562COw3Qz9c9v8vu2AvTamfjzvfdhrY+rH85xgW4OiPfTQQw89vDjoXS499NBDD3sEto2hi8h/EZFLIvK6iHxmu977PEFErorIv4nIV0Tkn9K1JRH5oohcTv8e3el+bgYi8nsisiIir9G1zjFIhN9MOPuaiHx053reDRuM55dF5EbC01dE5OP02y+k8VwSkR/dmV5vDCJyVkS+JCL/ISL/LiI/m67vShxtMp7djKN5EfkHEflqGtOvpOsXROTLqe9/IiJz6fq+9P319Pv5F9Y53oTxov4A1ACuALgIYA7AVwF8eDve/ZzHcRXAS+7arwH4TPr8GQC/utP9fMYYfgDARwG89qwxAPg4gL9E3Ov3fQC+vNP93+J4fhnAz3fc++FEe/sAXEg0We/0GFwflwF8NH1eBPDN1O9diaNNxrObcSQADqbPQwBfTnP/pwA+ma5/FsB/T5//B4DPps+fBPAnL6pv26Whfy+A11X1DVUdA/hjAJ/Ypne/aPgEgN9Pn38fwI/vYF+eCar6dwDuucsbjeETAP6XRvh7AEdEZHl7ero12GA8G8EnAPyxqo5U9U0AryPS5nsGVPWmqv5L+vwYwNcBnMYuxdEm49kIdgOOVFWfpK/D9KcAfhDAn6XrHkeGuz8D8EPitz0/J9guhn4awFv0/To2R+p7FRTAX4vIP4vIp9O1k6p6M32+BeDkznTt24KNxrCb8fYzyQXxe+QG21XjSab5dyNqgLseR248wC7GkYjUIvIVACsAvohoSTxQVauDwf3OY0q/PwRw7EX0qw+Kvjv4mKp+FMCPAfhpEfkB/lGjTbWr04b2whgA/DaAVwB8BMBNAL++s9159yAiBwH8XwA/p6qP+LfdiKOO8exqHKlqo6ofAXAG0YL4jh3uEoDtY+g3AJyl72fStV0Fqnoj/bsC4POIiLxtJm76d2Xnevj/DRuNYVfiTVVvpwUXAPwuWpN9V4xHRIaIzO8PVPXP0+Vdi6Ou8ex2HBmo6gMAXwLw/YjuLiunwv3OY0q/HwZw90X0Z7sY+j8CeDVFgecQAwNf2KZ3PxcQkQMismifAfwIgNcQx/GpdNunAPzFzvTw24KNxvAFAP8tZVJ8H4CHZPa/Z8H5kH8CEU9AHM8nU9bBBQCvAviH7e7fZpB8q/8TwNdV9Tfop12Jo43Gs8txdFxEjqTPCwB+GDE28CUAP5lu8zgy3P0kgP+XrKznD9sYGf44YoT7CoBf3K73Psf+X0SMvn8VwL/bGBB9YX8L4DKAvwGwtNN9fcY4/gjRxJ0g+vl+aqMxIEbzfyvh7N8AfM9O93+L4/nfqb9fQ1xMy3T/L6bxXALwYzvd/47xfAzRnfI1AF9Jfx/frTjaZDy7GUffCeBfU99fA/BL6fpFROHzOoD/A2Bfuj6fvr+efr/4ovrW7xTtoYceetgj0AdFe+ihhx72CPQMvYceeuhhj0DP0HvooYce9gj0DL2HHnroYY9Az9B76KGHHvYI9Ay9hx566GGPQM/Qe+ihhx72CPQMvYceeuhhj8B/AgDoN0LAC84YAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure(figsize=(50, 50))\n",
    "plt.imshow(img_final)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
